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LLMs often withhold helpful information due to misinterpreting user intent, but multi-turn conversations can unlock utility—at a cost of new failure modes like "utility lock-in" and "unsafe recovery" that single-turn benchmarks miss.
Training LLMs to reconstruct arguments boosts their critical thinking abilities across diverse tasks, suggesting a promising new direction for imbuing reasoning skills.
Forget training on narrow GitHub issues – Hybrid-Gym unlocks surprisingly broad coding skills by teaching agents to explore codebases and design architectures in synthetic environments.
